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   (416) 992-3281      info@mcode.club      3195 Erindale Station Rd #204 | Mississauga

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RESEARCH & IMPACT

 

From Education to Application

For 10+ years, we've taught AI and coding to 1,000+ students. Now, we're applying that expertise to solve pressing social challenges through data science and machine learning.

Meet Our Research Lead

Suha Islaih

AI/ML Engineer & Founder of My Code Club. With 10+ years teaching 1,000+ students and 3+ years building production AI systems, Suha bridges education and application. Her projects include KitabiAI (Arabic NLP), LongevityLab (media analysis), and enterprise AI solutions.



AI/ML Engineer
Founder & Lead Researcher

THE MCC ADVANTAGE

🎓

10+ Years Teaching AI

 

We've taught 1,000+ students what AI can do.

🔬

Now Applying It

 

We use that same expertise to solve real problems.

🔄

Full Circle Learning

 

Our research informs better teaching, creating a virtuous cycle.

ACTIVE RESEARCH PROJECTS

LongevityLab: Media Narratives Analysis

Analyzing 34,000+ Canadian media articles to identify ageist bias and support evidence-based advocacy.

📊 Methodology

  • Machine Learning sentiment analysis
  • Natural Language Processing
  • Automated media monitoring (358 outlets)
  • Interactive dashboard for stakeholders

🎯 Impact

Supporting advocacy organizations and policymakers with data-driven insights to combat ageist narratives in Canadian media.

Key Finding: 46.5% of media coverage shows mismatch between phrase categorization and sentiment

Status: ⭐ ACTIVELY SEEKING EXPANSION FUNDING | Pilot phase complete

Project Lead: Suha Islaih, AI/ML Engineer

Learn More View Dashboard Demo

KitabiAI: Multilingual Book Digitization

Democratizing access to Arabic literature through AI-powered PDF processing. Specialized OCR for right-to-left text with 95%+ TOC extraction accuracy.

🌍 Social Impact

  • Preserving Arabic literary heritage
  • Enabling global access to knowledge
  • Supporting authors & universities
  • Reducing digitization costs (10 sec vs hours)

🚀 Expansion Goals

  • Advanced TOC extraction research
  • Multilingual RAG chatbot (Q&A)
  • 100+ book pilot digitization
  • University partnership program

Current Capability: Azure Document Intelligence, FastAPI, specialized Arabic NLP pipeline, RAG-ready text chunking

Status: ⭐ SEEKING EXPANSION FUNDING | Production MVP live at kitabiai.com

Project Lead: Suha Islaih, Founder & Lead Developer

Visit KitabiAI.com → Partnership Inquiry

OTHER COLLABORATIVE PROJECTS

TTC Accessibility Chatbot: Collaborative project with 4-person team developing AI-powered transit information system for improved accessibility.

RESEARCH & DATA SERVICES

 

My Code Club now offers machine learning and data analysis services for organizations addressing social challenges.

DATA ANALYSIS & INSIGHTS

  • • Large-scale data processing
  • • Pattern identification
  • • Statistical analysis & reporting
  • • Custom dashboard development

MACHINE LEARNING

  • • Sentiment analysis for text
  • • Natural Language Processing
  • • Automated classification
  • • Predictive modeling

MEDIA & TEXT ANALYSIS

  • • Media monitoring & tracking
  • • Content analysis at scale
  • • Bias detection in narratives
  • • Temporal trend analysis

DATA ENGINEERING

  • • Data pipeline development
  • • Data cleaning & preparation
  • • Database design
  • • API integration

VISUALIZATION & REPORTING

  • • Interactive dashboards
  • • Stakeholder-ready reports
  • • Data storytelling
  • • Policy briefs

MULTILINGUAL NLP

  • • Arabic text processing (RTL)
  • • Cross-lingual analysis
  • • Document digitization
  • • Translation-ready pipelines

🎓 STUDENT INVOLVEMENT PATHWAY

Advanced MCC students can participate in research projects as junior data analysts, learning real-world AI applications while contributing to social impact work.

High School Research Assistants Capstone Project Integration Portfolio-Building Opportunities

WHO WE SERVE

PRIMARY
🏛️

Non-Profit & Advocacy Orgs

Social impact focused organizations

📚

Academic & Research Partners

Universities & research institutions

🏢

Government & Public Sector

Policy research & public service

📰

Media & Journalism

Data journalism & media analysis

OUR APPROACH

We combine technical expertise with social impact focus:

✦ Evidence-based methodology

✦ Transparent & reproducible

✦ Stakeholder-centered design

✦ Actionable insights

✦ Ethical AI practices

✦ Cost-effective solutions

READY TO APPLY AI FOR SOCIAL GOOD?

We're currently accepting 2-3 research partnerships for 2026 in media analysis, multilingual NLP, or educational technology.

Active Funding Priorities: LongevityLab (Ageism Research) • KitabiAI (Arabic Knowledge Access) • Educational AI Applications

Schedule a Free Consultation →

Response within 48 hours • First discovery call always free

   (416) 992-3281      info@mcode.club      3195 Erindale Station Rd #204 | Mississauga